Juan Pablo Rivera Caicedo
Juan Pablo Rivera Caicedo
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Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties–A review
J Verrelst, G Camps-Valls, J Muñoz-Marí, JP Rivera, F Veroustraete, ...
ISPRS Journal of Photogrammetry and Remote Sensing 108, 273-290, 2015
3412015
Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and-3
J Verrelst, J Muñoz, L Alonso, J Delegido, JP Rivera, G Camps-Valls, ...
Remote Sensing of Environment 118, 127-139, 2012
3352012
A red-edge spectral index for remote sensing estimation of green LAI over agroecosystems
J Delegido, J Verrelst, CM Meza, JP Rivera, L Alonso, J Moreno
European Journal of Agronomy 46, 42-52, 2013
1942013
Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods–A comparison
J Verrelst, JP Rivera, F Veroustraete, J Muñoz-Marí, JGPW Clevers, ...
ISPRS Journal of Photogrammetry and Remote Sensing 108, 260-272, 2015
1782015
Global sensitivity analysis of the SCOPE model: what drives simulated canopy-leaving sun-induced fluorescence?
J Verrelst, JP Rivera, C van der Tol, F Magnani, G Mohammed, J Moreno
Remote Sensing of Environment 166, 8-21, 2015
1462015
Spectral band selection for vegetation properties retrieval using Gaussian processes regression
J Verrelst, JP Rivera, A Gitelson, J Delegido, J Moreno, G Camps-Valls
International journal of applied earth observation and geoinformation 52 …, 2016
1022016
Multiple cost functions and regularization options for improved retrieval of leaf chlorophyll content and LAI through inversion of the PROSAIL model
JP Rivera, J Verrelst, G Leonenko, J Moreno
Remote Sensing 5 (7), 3280-3304, 2013
942013
Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval
J Verrelst, JP Rivera, J Moreno, G Camps-Valls
ISPRS journal of photogrammetry and remote sensing 86, 157-167, 2013
922013
Evaluating the predictive power of sun-induced chlorophyll fluorescence to estimate net photosynthesis of vegetation canopies: A SCOPE modeling study
J Verrelst, C van der Tol, F Magnani, N Sabater, JP Rivera, G Mohammed, ...
Remote Sensing of Environment 176, 139-151, 2016
912016
Toward a semiautomatic machine learning retrieval of biophysical parameters
JPR Caicedo, J Verrelst, J Muñoz-Marí, J Moreno, G Camps-Valls
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2014
882014
Gaussian process retrieval of chlorophyll content from imaging spectroscopy data
J Verrelst, L Alonso, JPR Caicedo, J Moreno, G Camps-Valls
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2012
842012
Optimizing LUT-based RTM inversion for semiautomatic mapping of crop biophysical parameters from Sentinel-2 and-3 data: Role of cost functions
J Verrelst, JP Rivera, G Leonenko, L Alonso, J Moreno
IEEE Transactions on Geoscience and Remote Sensing 52 (1), 257-269, 2013
802013
Brown and green LAI mapping through spectral indices
J Delegido, J Verrelst, JP Rivera, A Ruiz-Verdú, J Moreno
International Journal of Applied Earth Observation and Geoinformation 35 …, 2015
632015
On the semi-automatic retrieval of biophysical parameters based on spectral index optimization
JP Rivera, J Verrelst, J Delegido, F Veroustraete, J Moreno
Remote Sensing 6 (6), 4927-4951, 2014
602014
Hyperspectral dimensionality reduction for biophysical variable statistical retrieval
JP Rivera-Caicedo, J Verrelst, J Muñoz-Marí, G Camps-Valls, J Moreno
ISPRS journal of photogrammetry and remote sensing 132, 88-101, 2017
522017
Emulation of leaf, canopy and atmosphere radiative transfer models for fast global sensitivity analysis
J Verrelst, N Sabater, JP Rivera, J Muñoz-Marí, J Vicent, G Camps-Valls, ...
Remote Sensing 8 (8), 673, 2016
492016
An emulator toolbox to approximate radiative transfer models with statistical learning
JP Rivera, J Verrelst, J Gómez-Dans, J Muñoz-Marí, J Moreno, ...
Remote Sensing 7 (7), 9347-9370, 2015
442015
FLEX end-to-end mission performance simulator
J Vicent, N Sabater, C Tenjo, JR Acarreta, M Manzano, JP Rivera, ...
IEEE Transactions on Geoscience and Remote Sensing 54 (7), 4215-4223, 2016
392016
Chlorophyll content mapping of urban vegetation in the city of Valencia based on the hyperspectral NAOC index
J Delegido, S Van Wittenberghe, J Verrelst, V Ortiz, F Veroustraete, ...
Ecological indicators 40, 34-42, 2014
362014
Active learning methods for efficient hybrid biophysical variable retrieval
J Verrelst, S Dethier, JP Rivera, J Munoz-Mari, G Camps-Valls, J Moreno
IEEE Geoscience and Remote Sensing Letters 13 (7), 1012-1016, 2016
352016
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